The final steps to be taken by the qualitative observational researcher are analyzing the data and writing the research report. The researcher's work culminates in synthesizing and interpreting the data into an understandable and enlightening piece of writing. But, despite the fact that these steps mark the culmination of the researcher's work, it should not be assumed that they are reserved for the end of the study. Instead, it is common for the researcher to analyze data and write parts of the final report throughout the research process. In analyzing descriptive data, the researcher reviews what was witnessed and recorded, and synthesizes it with the observations and words of the participants themselves.
The observer begins with reading a situation as a text, applying as many critical techniques as possible without violating the sanctity of the text. It is important to avoid picking and choosing instances of behavior out of context. Analysis may reveal convergent data, metaphors that run throughout a language, culture, or group (thematic analysis). Key terms or key metaphors may be unpacked and examined for their significance and interrelationships among other aspects of group dynamics (content analysis). Dominant plots in the literature, films, and the text of daily life of the group aid in analysis of the data as a whole.
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